audio expert

Audio architecture for Leavn (Bible app) and Modcaster (podcast app).

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Install skill "audio expert" with this command: npx skills add willsigmon/sigstack/willsigmon-sigstack-audio-expert

Audio Expert

Audio architecture for Leavn (Bible app) and Modcaster (podcast app).

Leavn Audio Systems

Core Services

  • AudioPlaybackService

  • TTS + verse reading

  • GuidedAudioOrchestrator

  • Guided mode coordination

  • SermonRecordingService

  • Sermon capture

  • StreamingTTSClient

  • Real-time TTS

  • ChatterboxKit

  • Voice profiles

Caption & Timing

  • CaptionTimecodeAligner

  • Precision sync

  • CaptionSyncCoordinator

  • State machine

  • Verse boundary detection

Audio Graph

  • AudioGraphManager initialization

  • Scene modes: CarPlay, background, etc.

Common Fixes

  • Audio conflicts/interruptions

  • TTS voice selection

  • Recording state management

  • Caption synchronization

Modcaster Audio Systems

Audio Fingerprinting

Spectral peak extraction (Shazam-style):

  • Apply FFT using vDSP

  • Extract spectral peaks

  • Create constellation map

  • Hash into compact fingerprint

Use cases: Intro/outro detection, ad identification, cross-show matching

On-Device ML

  • AVAudioEngine tap installation, buffer processing

  • Core ML models for voice enhancement, noise reduction

  • Sound Analysis for speech/music classification

  • Neural Engine utilization

Content Classification

  • Episode type: full/trailer/bonus

  • Ad segment detection

  • Intro/outro recognition

  • Speech vs music separation

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